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LINDEF is a lightweight ML system that detects network attacks in real time, classifies attack types, and supports faster and more resource-efficient containment using low-latency intrusion defense.
Labor exploitation, made visible
Engram is a relevance-ranked memory layer for local LLM agents. It evicts by importance, not recency, and tells you exactly which chunks it lost. Fully on-device on Nemotron + GX-10.
Prediction-market Reasoning Infrastructure for Multi-trial Agents, orchestrated via LangGraph, built upon Prophet Arena & Murphy's BLF systems. -Sigma Lab's Track: Agents for Prediction Markets-
Orbital is an on-device autonomous space traffic agent that detects satellite collision risks, investigates conjunctions, and drafts maneuver recommendations using an AI ecosystem powered by Openclaw.
The AI safety primitive researchers called for in 2025: a working implementation of real-time chain-of-thought monitoring, built and running, on a GX10.
We built an AI that thinks like a trader. It studies 5 stocks using live market data, picks the best strategy per stock, and lets Nemotron make the final call explaining every decision.
SAR teams still coordinate with paper maps and radios. OpenSAR replaces human SAR commanders with a Nemotron agent that coordinates volunteers in real time. Think Google maps for SAR
Traductor de lengua de señas en tiempo real, totalmente local. Usa MediaPipe y un modelo propio para reconocer gestos con cámara y convertirlos instantáneamente en texto y voz.
Real-Time Infrastructure Telemetry & Behavioral Threat Correlation Dashboard
Python and Streamlit-based asset analytics platform using real-time market data, technical indicators, and ensemble ML models to predict next-day stock and crypto price trends.
We built a Universal Hybrid Anomaly Detector. Instead of expensive row-by-row scanning, our system extracts a 'Statistical DNA Profile' of the entire dataset. Catching the traps that math alone misses
“An AI satellite monitoring system designed to detect wildfires early and help protect ecosystems and lives.”
Professional QR threat analysis with transparent AI insight
A lightweight memory consistency layer for LLM-based NPCs that detects and resolves contradictions while reducing LLM costs by up to 80%
Epiphany is an autonomous AI data scientist: upload any dataset and it explores it, proves a hypothesis with real statistics, trains a model, and ships it on its own. Powered by Gemini + Google ADK.
Predict. Prepare. Protect. Climora uses AI, live weather intelligence, and emergency coordination to help communities respond to climate disasters.
Tire pollution is the #1 source of ocean microplastics. Every rainstorm washes toxic tire particles from roads into nearby rivers. We built an app to give humanity a way to fight back.
Two-module AI system: real-time AR guidance for ultrasound-guided uterine injections + personalized hydrogel recommendations using XGBoost, RL, and SHAP explainability.
FairCare AI — Auditing clinical AI for fairness, compliance, and safer healthcare decisions.
A real-time IoT-based wearable device integrated with BLE communication for posture monitoring. Incorporates intelligent AI algorithms for classification and personalized health feedback.
